{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def softmax(x):\n",
    "    return np.exp(x) / np.sum(np.exp(x), axis=0)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据清洗\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(407, 23)\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_excel('data.xlsx')\n",
    "data = data.fillna(data.mode().iloc[0])\n",
    "# 过滤掉提交搭建时间小于15秒的数据\n",
    "data = data[data['所用时间'].apply(lambda x: int(x[:len(x)-1])) > 15]\n",
    "# 39.144.21.171(河南-新乡) 提取出省份\n",
    "print(data.shape)\n",
    "data['来自IP'] =  data['来自IP'].apply(lambda x: x.split('(')[1].split(')')[0].split('-')[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: pingouin in c:\\users\\lenovo\\appdata\\roaming\\python\\python39\\site-packages (0.5.3)\n",
      "Requirement already satisfied: numpy>=1.19 in d:\\anaconda\\lib\\site-packages (from pingouin) (1.21.5)\n",
      "Requirement already satisfied: outdated in c:\\users\\lenovo\\appdata\\roaming\\python\\python39\\site-packages (from pingouin) (0.2.2)\n",
      "Requirement already satisfied: pandas>=1.0 in d:\\anaconda\\lib\\site-packages (from pingouin) (1.4.2)\n",
      "Requirement already satisfied: seaborn>=0.11 in d:\\anaconda\\lib\\site-packages (from pingouin) (0.11.2)\n",
      "Requirement already satisfied: scipy>=1.7 in d:\\anaconda\\lib\\site-packages (from pingouin) (1.7.3)\n",
      "Requirement already satisfied: statsmodels>=0.13 in d:\\anaconda\\lib\\site-packages (from pingouin) (0.13.2)\n",
      "Requirement already satisfied: matplotlib>=3.0.2 in d:\\anaconda\\lib\\site-packages (from pingouin) (3.5.1)\n",
      "Requirement already satisfied: pandas-flavor>=0.2.0 in c:\\users\\lenovo\\appdata\\roaming\\python\\python39\\site-packages (from pingouin) (0.5.0)\n",
      "Requirement already satisfied: tabulate in d:\\anaconda\\lib\\site-packages (from pingouin) (0.8.9)\n",
      "Requirement already satisfied: scikit-learn in d:\\anaconda\\lib\\site-packages (from pingouin) (1.0.2)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (21.3)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (3.0.4)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (0.11.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (9.0.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (4.25.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in d:\\anaconda\\lib\\site-packages (from matplotlib>=3.0.2->pingouin) (1.3.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in d:\\anaconda\\lib\\site-packages (from pandas>=1.0->pingouin) (2021.3)\n",
      "Requirement already satisfied: lazy-loader>=0.1 in c:\\users\\lenovo\\appdata\\roaming\\python\\python39\\site-packages (from pandas-flavor>=0.2.0->pingouin) (0.2)\n",
      "Requirement already satisfied: xarray in d:\\anaconda\\lib\\site-packages (from pandas-flavor>=0.2.0->pingouin) (0.20.1)\n",
      "Requirement already satisfied: six>=1.5 in d:\\anaconda\\lib\\site-packages (from python-dateutil>=2.7->matplotlib>=3.0.2->pingouin) (1.16.0)\n",
      "Requirement already satisfied: patsy>=0.5.2 in d:\\anaconda\\lib\\site-packages (from statsmodels>=0.13->pingouin) (0.5.2)\n",
      "Requirement already satisfied: setuptools>=44 in d:\\anaconda\\lib\\site-packages (from outdated->pingouin) (61.2.0)\n",
      "Requirement already satisfied: littleutils in c:\\users\\lenovo\\appdata\\roaming\\python\\python39\\site-packages (from outdated->pingouin) (0.2.2)\n",
      "Requirement already satisfied: requests in d:\\anaconda\\lib\\site-packages (from outdated->pingouin) (2.27.1)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in d:\\anaconda\\lib\\site-packages (from requests->outdated->pingouin) (2.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in d:\\anaconda\\lib\\site-packages (from requests->outdated->pingouin) (2021.10.8)\n",
      "Requirement already satisfied: idna<4,>=2.5 in d:\\anaconda\\lib\\site-packages (from requests->outdated->pingouin) (3.3)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in d:\\anaconda\\lib\\site-packages (from requests->outdated->pingouin) (1.26.9)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in d:\\anaconda\\lib\\site-packages (from scikit-learn->pingouin) (2.2.0)\n",
      "Requirement already satisfied: joblib>=0.11 in d:\\anaconda\\lib\\site-packages (from scikit-learn->pingouin) (1.1.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install pingouin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = data.iloc[:,6:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.6956458319734469, array([0.651, 0.737]))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pingouin as pg\n",
    "pg.cronbach_alpha(data=f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1、您的性别是                             int64\n",
       "2、您所在的年级是                           int64\n",
       "3、您是否追星                             int64\n",
       "4、您的每月可支配金额是                        int64\n",
       "5、您的直播购物平台使用情况                      int64\n",
       "6、您的日常消费中是否会受到明星效应的影响               int64\n",
       "7、您是否因为某位明星的推荐而购买了商品                int64\n",
       "8、您认为明星的推荐对您的购物行为有多大的影响             int64\n",
       "9、您在明星直播带货的直播间中选择购买商品的可能性有多大        int64\n",
       "10、您认为明星在直播中出现的频率对您的购物行为有多大的影响      int64\n",
       "11、您平均每月因明星消费的金额是                   int64\n",
       "12、同价位的同类产品您是否会倾向于购买明星代言或推荐的商品      int64\n",
       "13、您因明星而购买的商品的实用性有多大                int64\n",
       "14、您购买明星代言或推荐的商品的原因有哪些              int64\n",
       "15、您对明星代言或推荐商品的第一印象是什么              int64\n",
       "16、您向朋友、家人推荐喜爱明星所代言或推荐产品的可能性有多大？    int64\n",
       "总分                                  int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,6:].dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = data.corr('kendall')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data 效度分析 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr.to_excel('corr.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lenovo\\AppData\\Roaming\\Python\\Python39\\site-packages\\outdated\\utils.py:14: OutdatedCheckFailedWarning: Failed to check for latest version of package.\n",
      "Set the environment variable OUTDATED_RAISE_EXCEPTION=1 for a full traceback.\n",
      "Set the environment variable OUTDATED_IGNORE=1 to disable these warnings.\n",
      "  return warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决无法显示符号的问题\n",
    "sns.set(font='SimHei', font_scale=0.8)        # 解决Seaborn中文显示问题\n",
    "plt.figure(figsize=(20, 20))\n",
    "sns.heatmap(corr, annot=True, cmap='RdYlGn', linewidths=0.2)\n",
    "fig = plt.gcf()\n",
    "fig.savefig('corr.png', dpi=100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将feature_cols 转化为onehot编码\n",
    "for col in data.columns:\n",
    "    if data[col].dtypes == 'int64':\n",
    "        data[col] = data[col].astype('str')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 判断明星效应的影响因素,以及各个因素之间的重要性程度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['来自IP', '1、您的性别是', '2、您所在的年级是', '3、您是否追星', '4、您的每月可支配金额是',\n",
      "       '5、您的直播购物平台使用情况', '11、您平均每月因明星消费的金额是', '15、您对明星代言或推荐商品的第一印象是什么'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# 特征提取\n",
    "feature_cols = data.iloc[:, 5:11]\n",
    "feature_cols = pd.concat([feature_cols, data.iloc[:,16],data.iloc[:,20]], axis=1)\n",
    "print(feature_cols.columns)\n",
    "taget_cols = data.iloc[:,11:13]\n",
    "# 两列中（1,1) 映射为1 表示积极的正向作用，(1,0) 映射为2 弱正向，(0,1) 映射为弱逆向，(0,0) 映射为逆向\n",
    "mapping = {(1,1):1, (1,2):2, (2,1):3, (2,2):4}\n",
    "target = taget_cols.apply(lambda x: mapping[(int(x[0]), int(x[1]))], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 写一个划分训练和测试集的函数\n",
    "def split_data(data, target, test_size=0.2, random_state=0):\n",
    "    #不调用sklearn的train_test_split函数\n",
    "\n",
    "    # 1. 随机打乱数据\n",
    "    data = data.sample(frac=1, random_state=random_state).reset_index(drop=True)\n",
    "    # 2. 计算训练集的数量\n",
    "    train_size = int(len(data) * (1 - test_size))\n",
    "    # 3. 划分训练集和测试集\n",
    "    train_data = data[:train_size]\n",
    "    train_target = target[:train_size]\n",
    "    test_data = data[train_size:]\n",
    "    test_target = target[train_size:]\n",
    "    return train_data, train_target, test_data, test_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0      河南\n",
      "1      浙江\n",
      "2      河南\n",
      "3      河南\n",
      "4      河南\n",
      "       ..\n",
      "434    云南\n",
      "435    江西\n",
      "436    河南\n",
      "437    广东\n",
      "438    湖北\n",
      "Name: 来自IP, Length: 407, dtype: object\n",
      "Index(['来自IP_上海', '来自IP_云南', '来自IP_内蒙古', '来自IP_北京', '来自IP_吉林', '来自IP_四川',\n",
      "       '来自IP_国外', '来自IP_天津', '来自IP_宁夏', '来自IP_安徽', '来自IP_山东', '来自IP_山西',\n",
      "       '来自IP_广东', '来自IP_广西', '来自IP_新疆', '来自IP_江苏', '来自IP_江西', '来自IP_河北',\n",
      "       '来自IP_河南', '来自IP_浙江', '来自IP_海南', '来自IP_湖北', '来自IP_湖南', '来自IP_甘肃',\n",
      "       '来自IP_福建', '来自IP_贵州', '来自IP_辽宁', '来自IP_重庆', '来自IP_陕西', '来自IP_黑龙江',\n",
      "       '1、您的性别是_1', '1、您的性别是_2', '2、您所在的年级是_1', '2、您所在的年级是_2', '2、您所在的年级是_3',\n",
      "       '2、您所在的年级是_4', '3、您是否追星_1', '3、您是否追星_2', '4、您的每月可支配金额是_1',\n",
      "       '4、您的每月可支配金额是_2', '4、您的每月可支配金额是_3', '4、您的每月可支配金额是_4',\n",
      "       '5、您的直播购物平台使用情况_1', '5、您的直播购物平台使用情况_10', '5、您的直播购物平台使用情况_11',\n",
      "       '5、您的直播购物平台使用情况_2', '5、您的直播购物平台使用情况_3', '5、您的直播购物平台使用情况_4',\n",
      "       '5、您的直播购物平台使用情况_5', '5、您的直播购物平台使用情况_6', '5、您的直播购物平台使用情况_7',\n",
      "       '5、您的直播购物平台使用情况_8', '5、您的直播购物平台使用情况_9', '11、您平均每月因明星消费的金额是_1',\n",
      "       '11、您平均每月因明星消费的金额是_2', '11、您平均每月因明星消费的金额是_3', '11、您平均每月因明星消费的金额是_4',\n",
      "       '15、您对明星代言或推荐商品的第一印象是什么_1', '15、您对明星代言或推荐商品的第一印象是什么_2',\n",
      "       '15、您对明星代言或推荐商品的第一印象是什么_3', '15、您对明星代言或推荐商品的第一印象是什么_4'],\n",
      "      dtype='object')\n",
      "(407, 61)\n",
      "训练集准确率： 0.9846153846153847\n",
      "测试集准确率： 0.4878048780487805\n",
      "特征重要性： [0.00970238 0.00266355 0.         0.006173   0.00296713 0.01795461\n",
      " 0.00090489 0.01040758 0.00037488 0.0172657  0.01470313 0.01503696\n",
      " 0.02314665 0.00931759 0.0015213  0.02245734 0.00985014 0.01702157\n",
      " 0.03539442 0.01621179 0.00467206 0.01277781 0.0104503  0.00362601\n",
      " 0.01073528 0.00796717 0.00210448 0.00247127 0.01448857 0.00232454\n",
      " 0.02581661 0.02824533 0.01803539 0.02808405 0.02438844 0.03155295\n",
      " 0.02824756 0.02991541 0.02387893 0.0286712  0.01854675 0.00836472\n",
      " 0.02204217 0.0136404  0.01348622 0.01403149 0.02046795 0.01544317\n",
      " 0.01403273 0.02968761 0.02193009 0.02861973 0.02815717 0.02632439\n",
      " 0.03006375 0.01617135 0.006266   0.03166679 0.03177438 0.02799998\n",
      " 0.00975519]\n"
     ]
    },
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      "text/plain": [
       "<Figure size 7200x7200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将feature_cols 转化为onehot编码\n",
    "print(feature_cols['来自IP'])\n",
    "feature_cols = pd.get_dummies(feature_cols)\n",
    "print(feature_cols.columns)\n",
    "print(feature_cols.shape)\n",
    "# 将数据集分为训练集和测试集\n",
    "X_train, y_train, X_test, y_test = split_data(feature_cols, target, test_size=0.2, random_state=0)\n",
    "\n",
    "# 多分类问题,判断每个特征的重要性\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(n_estimators=100, random_state=0)\n",
    "rf.fit(X_train, y_train)\n",
    "print(\"训练集准确率：\", rf.score(X_train, y_train))\n",
    "print(\"测试集准确率：\", rf.score(X_test, y_test))\n",
    "# 特征重要性\n",
    "print(\"特征重要性：\", rf.feature_importances_)\n",
    "# 特征重要性可视化\n",
    "plt.figure(figsize=(100, 100))\n",
    "plt.barh(range(len(rf.feature_importances_)), rf.feature_importances_)\n",
    "plt.yticks(range(len(rf.feature_importances_)), X_train.columns)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 在所有收到容易收到明星效应影响的人中，各个因素对其程度的影响程度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(236, 11)\n",
      "(236,)\n"
     ]
    }
   ],
   "source": [
    "# 从feature\n",
    "feature_cols = data.iloc[:, 5:11]\n",
    "taget_cols = data.iloc[:,11:13]\n",
    "# 两列中（1,1) 映射为1 表示积极的正向作用，(1,0) 映射为2 弱正向，(0,1) 映射为弱逆向，(0,0) 映射为逆向\n",
    "mapping = {(1,1):1, (1,2):2, (2,1):3, (2,2):4}\n",
    "target = taget_cols.apply(lambda x: mapping[(int(x[0]), int(x[1]))], axis=1)\n",
    "# 从中过滤去掉所有逆向的数据\n",
    "feature_cols = pd.concat([data.iloc[:,5:11], data.iloc[:,16],data.iloc[:,20],data.iloc[:,18],data.iloc[:,19],data.iloc[:,15]], axis=1)\n",
    "target_cols  = data.iloc[:,14]\n",
    "y = target_cols[target.apply(lambda x:x not in [3, 4])]\n",
    "x = feature_cols[target.apply(lambda x:  x not in [3, 4])]\n",
    "y2 = data.iloc[:,16][target.apply(lambda x:x not in [3, 4])]\n",
    "\n",
    "print(x.shape)\n",
    "print(y.shape)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(236, 87)\n",
      "训练集准确率： 1.0\n",
      "测试集准确率： 0.7916666666666666\n",
      "[0.01137009 0.01136251 0.01136251 0.01143375 0.01136293 0.01154696\n",
      " 0.01136617 0.01143634 0.01136381 0.01148118 0.01158028 0.01146624\n",
      " 0.01148238 0.01137247 0.01136522 0.01159256 0.01139676 0.0115439\n",
      " 0.01155506 0.01147013 0.01136324 0.01147233 0.01146461 0.01143043\n",
      " 0.01143294 0.0114959  0.01137094 0.01136621 0.01144319 0.01148511\n",
      " 0.01156718 0.01162468 0.01146525 0.01155265 0.01160867 0.01158816\n",
      " 0.01154112 0.0115503  0.01156743 0.01163312 0.01154903 0.01138236\n",
      " 0.01137447 0.01154806 0.01151909 0.01138984 0.01143393 0.01140749\n",
      " 0.01147018 0.01153123 0.01164854 0.01156794 0.01168629 0.01148134\n",
      " 0.01155111 0.01154608 0.01143569 0.01166767 0.01163014 0.01160587\n",
      " 0.01136728 0.0114397  0.01153834 0.01150059 0.01136251 0.01139699\n",
      " 0.01138907 0.01143483 0.0115333  0.01154171 0.01174184 0.0115927\n",
      " 0.01160959 0.01164706 0.01145702 0.01147035 0.01141346 0.01162681\n",
      " 0.01152409 0.01138578 0.01143195 0.01141182 0.0114767  0.01162987\n",
      " 0.0115697  0.01157217 0.01157375]\n"
     ]
    }
   ],
   "source": [
    "# 将feature_cols 转化为onehot编码\n",
    "x = pd.get_dummies(x)\n",
    "print(x.shape)\n",
    "\n",
    "# 将数据集分为训练集和测试集\n",
    "X_train, y_train, X_test, y_test = split_data(x,y2 , test_size=0.2, random_state=41)\n",
    "\n",
    "# 多分类问题,判断每个特征的重要性\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(n_estimators=100, random_state=41)\n",
    "rf.fit(X_train, y_train)\n",
    "print(\"训练集准确率：\", rf.score(X_train, y_train))\n",
    "print(\"测试集准确率：\", rf.score(X_test, y_test))\n",
    "# 特征重要性\n",
    "# print(\"特征重要性：\", rf.feature_importances_)\n",
    "o = softmax(rf.feature_importances_)\n",
    "print(o)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 推荐程度比较"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从feature\n",
    "feature_cols = data.iloc[:, 5:11]\n",
    "taget_cols = data.iloc[:,11:13]\n",
    "# 两列中（1,1) 映射为1 表示积极的正向作用，(1,0) 映射为2 弱正向，(0,1) 映射为弱逆向，(0,0) 映射为逆向\n",
    "mapping = {(1,1):1, (1,2):2, (2,1):3, (2,2):4}\n",
    "target = taget_cols.apply(lambda x: mapping[(int(x[0]), int(x[1]))], axis=1)\n",
    "# 从中过滤去掉所有逆向的数据\n",
    "feature_cols = pd.concat([data.iloc[:,5:11], data.iloc[:,16],data.iloc[:,20],data.iloc[:,18],data.iloc[:,19],data.iloc[:,15]], axis=1)\n",
    "target_cols  = data.iloc[:,20]\n",
    "y = target_cols[target.apply(lambda x:x not in [3, 4])]\n",
    "x = feature_cols[target.apply(lambda x:  x not in [3, 4])]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(236, 87)\n",
      "训练集准确率： 1.0\n",
      "测试集准确率： 0.4166666666666667\n",
      "[0.01138608 0.01139906 0.01136258 0.01147623 0.01138861 0.01153849\n",
      " 0.01138085 0.01143701 0.01136411 0.011506   0.0114342  0.01148008\n",
      " 0.01152644 0.01145252 0.01136433 0.01150168 0.01145345 0.01154484\n",
      " 0.01159783 0.01147876 0.0113761  0.01146059 0.01145859 0.01145855\n",
      " 0.01151722 0.01138451 0.01137102 0.0113855  0.01144793 0.01138893\n",
      " 0.011601   0.01158416 0.01146748 0.01152213 0.01162678 0.01162084\n",
      " 0.01156145 0.01156853 0.01154061 0.0115874  0.0115552  0.01144139\n",
      " 0.01139953 0.01153536 0.01148116 0.01141733 0.01146478 0.01142051\n",
      " 0.01145411 0.01150022 0.01157828 0.01158551 0.01162382 0.0115102\n",
      " 0.01150346 0.01148804 0.01144297 0.01175363 0.01160611 0.01160633\n",
      " 0.01139538 0.01138549 0.01150763 0.01149442 0.01136258 0.01140481\n",
      " 0.01142687 0.01154056 0.01155602 0.01160686 0.01163255 0.01155613\n",
      " 0.0116359  0.01158537 0.01146712 0.0115725  0.01142561 0.01146525\n",
      " 0.01148031 0.01140069 0.01143412 0.01141756 0.011516   0.01153482\n",
      " 0.01153477 0.01163481 0.01165546]\n"
     ]
    }
   ],
   "source": [
    "# 将feature_cols 转化为onehot编码\n",
    "x = pd.get_dummies(x)\n",
    "print(x.shape)\n",
    "\n",
    "# 将数据集分为训练集和测试集\n",
    "X_train, y_train, X_test, y_test = split_data(x, y, test_size=0.2, random_state=41)\n",
    "\n",
    "# 多分类问题,判断每个特征的重要性\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(n_estimators=100, random_state=41)\n",
    "rf.fit(X_train, y_train)\n",
    "print(\"训练集准确率：\", rf.score(X_train, y_train))\n",
    "print(\"测试集准确率：\", rf.score(X_test, y_test))\n",
    "# 特征重要性\n",
    "# print(\"特征重要性：\", rf.feature_importances_)\n",
    "# softmax function\n",
    "\n",
    "o = softmax(rf.feature_importances_)\n",
    "print(o)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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